{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入必要的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 棋盘格模板规格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cbraw = 6  #行数\n",
    "cbcol = 7  #列数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 上一周测得的相机内参数矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "camera_matrix = np.array((\n",
    "    [1.11732472e+03, 0.00000000e+00, 5.46508645e+02],\n",
    "    [0.00000000e+00, 1.15545645e+03, 7.44689319e+02],\n",
    "    [0.00000000e+00, 0.00000000e+00, 1.00000000e+00]), dtype=np.double)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 提取角点信息\n",
    "      param path: 图片路径\n",
    "      img：读取到的图片，ret：是否找到角点，corners：角点信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_corners_from_img(path):\n",
    "    img = cv2.imread(path)  # source image\n",
    "\n",
    "    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)  # 转灰度\n",
    "\n",
    "    # 找到棋盘格角点(角点坐标)\n",
    "    ret, corners = cv2.findChessboardCorners(gray, (cbraw, cbcol), None)\n",
    "    # 阈值：角点精准化迭代过程的终止条件\n",
    "    criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 30, 0.001)\n",
    "    # 执行亚像素级角点检测\n",
    "    corners2 = cv2.cornerSubPix(gray, corners, (11, 11), (-1, -1), criteria)\n",
    "\n",
    "    return img, ret, corners2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### 在棋盘格图片上标记获得的角点的id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_corners_id(img, ret, corners2,image_name):\n",
    "    count = 0\n",
    "    for corner in corners2:\n",
    "        a, b = corner[0]\n",
    "        a = int(a)\n",
    "        b = int(b)\n",
    "\n",
    "        cv2.putText(img, '(%s)' % (count), (a, b), cv2.FONT_HERSHEY_COMPLEX, 0.5, (0, 255, 0), 1)\n",
    "        print('id={}:({},{})'.format(count, a, b))\n",
    "        count += 1\n",
    "\n",
    "        img = cv2.drawChessboardCorners(img, (cbraw, cbcol), corners2, ret)\n",
    "        plt.imshow(img)\n",
    "        plt.title('left')\n",
    "        cv2.imwrite(image_name, img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 读取拍摄角度位置不同的两幅图像，获取左右两幅图像的特征点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_l, ret_l, corners_l = get_corners_from_img('./imgs/left.jpg')\n",
    "img_r, ret_r, corners_r = get_corners_from_img('./imgs/right.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 查看检测到的角点是否对应"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "left\n",
      "id=0:(951,420)\n",
      "id=1:(954,378)\n",
      "id=2:(958,335)\n",
      "id=3:(962,291)\n",
      "id=4:(966,246)\n",
      "id=5:(970,200)\n",
      "id=6:(989,420)\n",
      "id=7:(993,378)\n",
      "id=8:(997,335)\n",
      "id=9:(1002,291)\n",
      "id=10:(1006,247)\n",
      "id=11:(1010,201)\n",
      "id=12:(1027,419)\n",
      "id=13:(1031,378)\n",
      "id=14:(1036,335)\n",
      "id=15:(1040,292)\n",
      "id=16:(1045,248)\n",
      "id=17:(1050,202)\n",
      "id=18:(1064,419)\n",
      "id=19:(1069,378)\n",
      "id=20:(1074,336)\n",
      "id=21:(1078,293)\n",
      "id=22:(1083,249)\n",
      "id=23:(1089,203)\n",
      "id=24:(1101,419)\n",
      "id=25:(1106,378)\n",
      "id=26:(1111,336)\n",
      "id=27:(1116,293)\n",
      "id=28:(1122,249)\n",
      "id=29:(1127,205)\n",
      "id=30:(1137,419)\n",
      "id=31:(1143,378)\n",
      "id=32:(1148,336)\n",
      "id=33:(1154,294)\n",
      "id=34:(1160,250)\n",
      "id=35:(1165,206)\n",
      "id=36:(1174,418)\n",
      "id=37:(1179,378)\n",
      "id=38:(1185,336)\n",
      "id=39:(1191,294)\n",
      "id=40:(1197,251)\n",
      "id=41:(1203,207)\n",
      "True [[[ 951.1991   420.51587]]\n",
      "\n",
      " [[ 954.8682   378.56024]]\n",
      "\n",
      " [[ 958.73676  335.45108]]\n",
      "\n",
      " [[ 962.65265  291.39896]]\n",
      "\n",
      " [[ 966.4661   246.37355]]\n",
      "\n",
      " [[ 970.5478   200.40427]]\n",
      "\n",
      " [[ 989.47437  420.33203]]\n",
      "\n",
      " [[ 993.4826   378.41278]]\n",
      "\n",
      " [[ 997.6631   335.64078]]\n",
      "\n",
      " [[1002.10864  291.94666]]\n",
      "\n",
      " [[1006.19434  247.2643 ]]\n",
      "\n",
      " [[1010.7467   201.54042]]\n",
      "\n",
      " [[1027.2892   419.89462]]\n",
      "\n",
      " [[1031.6802   378.47284]]\n",
      "\n",
      " [[1036.0453   335.78033]]\n",
      "\n",
      " [[1040.6522   292.54993]]\n",
      "\n",
      " [[1045.4271   248.045  ]]\n",
      "\n",
      " [[1050.1804   202.75844]]\n",
      "\n",
      " [[1064.5619   419.73383]]\n",
      "\n",
      " [[1069.3741   378.35587]]\n",
      "\n",
      " [[1074.1614   336.1883 ]]\n",
      "\n",
      " [[1078.9865   293.0667 ]]\n",
      "\n",
      " [[1083.9083   249.02643]]\n",
      "\n",
      " [[1089.2512   203.9866 ]]\n",
      "\n",
      " [[1101.5022   419.59293]]\n",
      "\n",
      " [[1106.5774   378.41058]]\n",
      "\n",
      " [[1111.6256   336.4116 ]]\n",
      "\n",
      " [[1116.792    293.5478 ]]\n",
      "\n",
      " [[1122.3026   249.85033]]\n",
      "\n",
      " [[1127.7211   205.32994]]\n",
      "\n",
      " [[1137.9866   419.42456]]\n",
      "\n",
      " [[1143.2859   378.3283 ]]\n",
      "\n",
      " [[1148.6464   336.82513]]\n",
      "\n",
      " [[1154.3118   294.20642]]\n",
      "\n",
      " [[1160.0356   250.83446]]\n",
      "\n",
      " [[1165.7562   206.31921]]\n",
      "\n",
      " [[1174.0519   418.90363]]\n",
      "\n",
      " [[1179.6943   378.3967 ]]\n",
      "\n",
      " [[1185.452    336.9827 ]]\n",
      "\n",
      " [[1191.3438   294.724  ]]\n",
      "\n",
      " [[1197.3146   251.61989]]\n",
      "\n",
      " [[1203.4658   207.46863]]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('left')\n",
    "draw_corners_id(img_l, ret_l, corners_l,'img_corner/left_corner.jpg')\n",
    "print(ret_l, corners_l)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "right\n",
      "id=0:(386,374)\n",
      "id=1:(385,331)\n",
      "id=2:(384,287)\n",
      "id=3:(383,242)\n",
      "id=4:(382,196)\n",
      "id=5:(381,149)\n",
      "id=6:(427,377)\n",
      "id=7:(427,334)\n",
      "id=8:(426,290)\n",
      "id=9:(425,245)\n",
      "id=10:(425,199)\n",
      "id=11:(424,152)\n",
      "id=12:(468,380)\n",
      "id=13:(468,337)\n",
      "id=14:(468,293)\n",
      "id=15:(467,248)\n",
      "id=16:(467,202)\n",
      "id=17:(467,155)\n",
      "id=18:(509,383)\n",
      "id=19:(509,340)\n",
      "id=20:(509,297)\n",
      "id=21:(509,251)\n",
      "id=22:(510,205)\n",
      "id=23:(510,158)\n",
      "id=24:(550,387)\n",
      "id=25:(550,344)\n",
      "id=26:(551,300)\n",
      "id=27:(552,255)\n",
      "id=28:(553,208)\n",
      "id=29:(553,161)\n",
      "id=30:(590,390)\n",
      "id=31:(592,347)\n",
      "id=32:(593,303)\n",
      "id=33:(594,258)\n",
      "id=34:(595,212)\n",
      "id=35:(597,164)\n",
      "id=36:(631,393)\n",
      "id=37:(633,350)\n",
      "id=38:(634,306)\n",
      "id=39:(636,261)\n",
      "id=40:(638,215)\n",
      "id=41:(640,167)\n",
      "True [[[386.70883 374.274  ]]\n",
      "\n",
      " [[385.75546 331.43445]]\n",
      "\n",
      " [[384.65518 287.64853]]\n",
      "\n",
      " [[383.65387 242.6308 ]]\n",
      "\n",
      " [[382.53165 196.6784 ]]\n",
      "\n",
      " [[381.47247 149.58313]]\n",
      "\n",
      " [[427.5239  377.5443 ]]\n",
      "\n",
      " [[427.00864 334.60535]]\n",
      "\n",
      " [[426.40796 290.67056]]\n",
      "\n",
      " [[425.8133  245.67274]]\n",
      "\n",
      " [[425.19656 199.74004]]\n",
      "\n",
      " [[424.59494 152.68567]]\n",
      "\n",
      " [[468.40656 380.65823]]\n",
      "\n",
      " [[468.26007 337.72113]]\n",
      "\n",
      " [[468.10687 293.73114]]\n",
      "\n",
      " [[467.866   248.79724]]\n",
      "\n",
      " [[467.76602 202.7878 ]]\n",
      "\n",
      " [[467.5926  155.64108]]\n",
      "\n",
      " [[509.28226 383.85883]]\n",
      "\n",
      " [[509.54852 340.9778 ]]\n",
      "\n",
      " [[509.80194 297.02957]]\n",
      "\n",
      " [[509.99817 251.9348 ]]\n",
      "\n",
      " [[510.43808 205.78632]]\n",
      "\n",
      " [[510.82303 158.55548]]\n",
      "\n",
      " [[550.00836 387.17767]]\n",
      "\n",
      " [[550.73364 344.2241 ]]\n",
      "\n",
      " [[551.47107 300.19174]]\n",
      "\n",
      " [[552.2594  255.01021]]\n",
      "\n",
      " [[553.05194 208.9069 ]]\n",
      "\n",
      " [[553.935   161.62172]]\n",
      "\n",
      " [[590.777   390.27875]]\n",
      "\n",
      " [[592.0947  347.42892]]\n",
      "\n",
      " [[593.30505 303.37494]]\n",
      "\n",
      " [[594.4779  258.28094]]\n",
      "\n",
      " [[595.8087  212.04146]]\n",
      "\n",
      " [[597.102   164.7202 ]]\n",
      "\n",
      " [[631.6152  393.53436]]\n",
      "\n",
      " [[633.30963 350.52863]]\n",
      "\n",
      " [[634.96545 306.54047]]\n",
      "\n",
      " [[636.6773  261.33353]]\n",
      "\n",
      " [[638.56494 215.10854]]\n",
      "\n",
      " [[640.4867  167.697  ]]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('right')\n",
    "draw_corners_id(img_r, ret_r, corners_r,'img_corner/right_corner.jpg')\n",
    "print(ret_r, corners_r)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### 使用findEssentialMat计算本质矩阵E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E:  [[ 0.00310186  0.12104159  0.06178501]\n",
      " [ 0.04792616 -0.02667157 -0.7017926 ]\n",
      " [ 0.04530036  0.69480344 -0.03459539]]\n"
     ]
    }
   ],
   "source": [
    "    E, mask = cv2.findEssentialMat(corners_l, corners_r,\n",
    "                                   cameraMatrix=camera_matrix, method=cv2.RANSAC,\n",
    "                                   threshold=1, prob=0.999\n",
    "                                   )\n",
    "    print('E: ', E)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 使用recoverPose 从E中分解出两个相机相对位姿"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "retval2: 42\n"
     ]
    }
   ],
   "source": [
    "retval2, R, t, mask = cv2.recoverPose(E, corners_l, corners_r, camera_matrix)\n",
    "print(\"retval2:\", retval2)\n",
    "#help(cv2.recoverPose)\n",
    "#help(retval2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R: [[ 0.95965678 -0.14695387  0.2397153 ]\n",
      " [ 0.15783529  0.98710344 -0.02673604]\n",
      " [-0.23269484  0.06349296  0.97047502]]\n",
      "t: [[-0.98134798]\n",
      " [-0.09464526]\n",
      " [ 0.1673273 ]]\n",
      "========================================\n",
      "camPos: [-39.25391901] [-3.78581049] [6.69309207]\n"
     ]
    }
   ],
   "source": [
    "print(\"R:\", R)\n",
    "print(\"t:\", t)\n",
    "# 相机坐标系下值\n",
    "x = t[0] * 40\n",
    "y = t[1] * 40\n",
    "z = t[2] * 40\n",
    "print('=' * 40)\n",
    "print(\"camPos:\", x, y, z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dstR: [[0.0457473 ]\n",
      " [0.23951822]\n",
      " [0.15453216]]\n"
     ]
    }
   ],
   "source": [
    "#Rodrigues:旋转矩阵与旋转向量的转换\n",
    "dstR, _ = cv2.Rodrigues(R)\n",
    "print(\"dstR:\", dstR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "相机两次拍摄位置关系：\n",
    "\n",
    "两相机水平距离：40cm\n",
    "\n",
    "与画面中心基本持平"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
